{"id":"W7084758971","doi":"10.17870/bathspa.c.8037739","title":"RPA_word-process-object symposium","year":2025,"lang":"en","type":"other","venue":"Bath Spa University","topic":"Pasture and Agricultural Systems","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Thursday; Attendance; Ridiculous; Period (music)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.004059939,0.0008368408,0.0004252246,0.000815919,0.00259538,0.007244325,0.00133465,0.002197102,0.4955278],"category_scores_gemma":[0.004707525,0.0004515733,0.0007254453,0.0005979306,0.001097006,0.002754492,0.003876413,0.002729855,0.2588608],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001928733,"about_ca_system_score_gemma":0.002617396,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00244773,"about_ca_topic_score_gemma":0.0052957,"domain_scores_codex":[0.9982771,0.0004296984,0.00006487825,0.0002674495,0.0007398325,0.0002210792],"domain_scores_gemma":[0.997224,0.0004718159,0.0001104804,0.0003445572,0.001035287,0.000813965],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001303821,0.00007560053,0.00008803769,0.0002158355,0.000003826364,0.0001387117,0.0005398494,0.00007272803,0.001491124,0.008413075,0.9236063,0.06522454],"study_design_scores_gemma":[0.000004959946,0.00002088801,0.0001612693,0.00002759224,7.514188e-7,0.00004192159,0.0001754334,0.000031693,0.0002233733,0.0005196161,0.9987882,0.000004497669],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003058177,0.001591382,0.007793693,0.012857,0.02447915,0.0005416368,0.002025917,0.002973603,0.9446794],"genre_scores_gemma":[0.008292165,0.0004840591,0.003835141,0.001292406,0.001382113,0.0002356287,0.0009975316,0.001322182,0.9821587],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5044722,"threshold_uncertainty_score":0.7195684,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006461570599686385,"score_gpt":0.176012647907074,"score_spread":0.1695510773073876,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}